Github user Tagar commented on the issue: https://github.com/apache/spark/pull/16228 @wzhfy, it's easier to check validity of these type of expressions when you look at extreme cases. Your formula for full outer join cardinality, > cardinality = MAX(card(A) + card(B), innerCard(AB)) in one of extreme cases when set(A) and set(B) are the same sets, then calculated cardinality would be 2 times more of the actual cardinality. While > full_outer_join_cardinality(table_A, table_B) = cardinality(A) + cardinality(B) - inner_join_cardinality(table_A, table_B)) will produce correct result. ps. I find this visualization http://www.radacad.com/wp-content/uploads/2015/07/joins.jpg very helpful. https://en.wikipedia.org/wiki/Inclusion%E2%80%93exclusion_principle A U B = A + B - A \ B Hope this helps. Thanks!
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